Diabetes Type II Indian dataset project

Group 1

Members

  • Anna Lifousi (s232979)
  • Jordan Sylvester Fernandes (s222497)
  • Manuel Arcieri (s230158)
  • Quim Bech Vilaseca (s233374)
  • Xavier Viñas Margalef (s233532)

Introduction

  • Diabetes is estimated to affect approximately 530 million adults worldwide, with a global prevalence of 10.5 percent among adults aged 20 to 79 years. 1

  • Type 2 diabetes represents approximately 98 percent of global diabetes diagnoses, although this proportion varies widely among

  • Evaluate the possible factors that affect the appearance of Diabetes Type 2, for further control and prevention.

Materials and Methods

Principal component analysis

  • After having scaled and centred the data, we performed PCA to test the correlation between multiple properties in a two-dimensional space.

Principal component analysis

Principal component analysis

  • As we can see, there’s no clear separation between the two classes using the two best principal components.

Results

Correlation heatmap

<<<<<<< HEAD
  • Strong correlation between BMI and skin thickness
  • Weak correlation between insulin and glucose levelsj

=======

>>>>>>> 6db9481abe3e066e730ffef85ad564bd593ff219

Relationship between BMI and diabetes

Discussion